{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "sys.path.insert(0,\"..\")\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision, torchvision.transforms\n",
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),xrv.datasets.XRayResizer(224)])\n",
    "\n",
    "data_transforms = torchvision.transforms.Compose([\n",
    "        xrv.datasets.ToPILImage(),\n",
    "        torchvision.transforms.RandomAffine(45, translate=(0.15, 0.15), scale=(0.85, 1.15)),\n",
    "        torchvision.transforms.ToTensor()\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#COVID-19 Dataset\n",
    "d_covid_pa = xrv.datasets.COVID19_Dataset(imgpath=\"/Users/ieee8023/git/covid-chestxray-dataset/images\", \n",
    "                                       csvpath=\"/Users/ieee8023/git/covid-chestxray-dataset/metadata.csv\", \n",
    "                                            views=[\"PA\"],\n",
    "                                            transform=transform)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#COVID-19 Dataset\n",
    "d_covid_ap = xrv.datasets.COVID19_Dataset(imgpath=\"/Users/ieee8023/git/covid-chestxray-dataset/images\", \n",
    "                                       csvpath=\"/Users/ieee8023/git/covid-chestxray-dataset/metadata.csv\", \n",
    "                                            views=[\"AP\", \"AP Supine\"],\n",
    "                                            transform=transform)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_per_category=63\n",
      "TRAIN (ratio=0.5): neg=62, pos=62, d1_pos/neg=31/31, d2_pos/neg=31/31\n",
      "VALID (ratio=0.5): neg=30, pos=30, d1_pos/neg=15/15, d2_pos/neg=15/15\n",
      "TEST (ratio=0.5): neg=34, pos=34, d1_pos/neg=17/17, d2_pos/neg=17/17\n",
      "n_per_category=63\n",
      "TRAIN (ratio=0.9): neg=62, pos=62, d1_pos/neg=6/56, d2_pos/neg=56/6\n",
      "VALID (ratio=0.1): neg=31, pos=31, d1_pos/neg=28/3, d2_pos/neg=3/28\n",
      "TEST (ratio=0.1): neg=33, pos=33, d1_pos/neg=29/4, d2_pos/neg=4/29\n"
     ]
    }
   ],
   "source": [
    "d1 = d_covid_pa\n",
    "d2 = d_covid_ap\n",
    "\n",
    "covariate_train05 = xrv.datasets.CovariateDataset(d1 = d1,\n",
    "                                                d1_target = d1.labels[:,d1.pathologies.index(\"Viral\")],\n",
    "                                                d2 = d2,\n",
    "                                                d2_target = d2.labels[:,d2.pathologies.index(\"Viral\")],\n",
    "                                                mode=\"train\", verbose=True, ratio=0.5)\n",
    "\n",
    "covariate_train09 = xrv.datasets.CovariateDataset(d1 = d1,\n",
    "                                                d1_target = d1.labels[:,d1.pathologies.index(\"Viral\")],\n",
    "                                                d2 = d2,\n",
    "                                                d2_target = d2.labels[:,d2.pathologies.index(\"Viral\")],\n",
    "                                                mode=\"train\", verbose=True, ratio=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_label_images(d, num = 10):\n",
    "    np.random.seed(10)\n",
    "    site_0 = np.where(d.labels[:,0] == 0)[0]\n",
    "    #print(site_0)\n",
    "    site_1 = np.where(d.labels[:,0] == 1)[0]\n",
    "    #print(site_1)\n",
    "    \n",
    "    img_0 = np.zeros((224, 224))\n",
    "    img_1 = np.zeros((224, 224))\n",
    "\n",
    "    np.random.shuffle(site_0)\n",
    "    for i, idx in enumerate(site_0):\n",
    "        e = d[idx]\n",
    "        img_0 += e[\"img\"][0]\n",
    "        if i > num:\n",
    "            break\n",
    "    np.random.shuffle(site_1)\n",
    "    for i, idx in enumerate(site_1):\n",
    "        e = d[idx]\n",
    "        img_1 += e[\"img\"][0]\n",
    "        if i > num:\n",
    "            break\n",
    "    \n",
    "    return (img_0, img_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_0, train_1 = get_label_images(covariate_train09, 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2, ax3)) = plt.subplots(figsize=(10,10), nrows=1, ncols=3)\n",
    " \n",
    "#, (ax4, ax5, ax6)\n",
    "ax1.imshow(train_0, cmap=\"Greys_r\")\n",
    "ax1.set_title('Train Class 0')\n",
    "ax1.axis('off')\n",
    "ax2.imshow(train_1, cmap=\"Greys_r\")\n",
    "ax2.set_title('Train Class 1')\n",
    "ax2.axis('off')\n",
    "\n",
    "dif = train_0-train_1\n",
    "lim = np.max(np.abs(dif))\n",
    "ax3.imshow(dif, vmin=-lim,vmax=lim)\n",
    "ax3.set_title('Train Class 0 - Train Class 1');\n",
    "ax3.axis('off')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_0, train_1 = get_label_images(covariate_train05, 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2, ax3)) = plt.subplots(figsize=(10,10), nrows=1, ncols=3)\n",
    " \n",
    "#, (ax4, ax5, ax6)\n",
    "ax1.imshow(train_0, cmap=\"Greys_r\")\n",
    "ax1.set_title('Train Class 0')\n",
    "ax1.axis('off')\n",
    "ax2.imshow(train_1, cmap=\"Greys_r\")\n",
    "ax2.set_title('Train Class 1')\n",
    "ax2.axis('off')\n",
    "\n",
    "dif = train_0-train_1\n",
    "#lim = np.max(np.abs(dif)) # use existing limit\n",
    "ax3.imshow(dif, vmin=-lim,vmax=lim)\n",
    "ax3.set_title('Train Class 0 - Train Class 1');\n",
    "ax3.axis('off')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
